Pith Number

pith:TKP44RTP

pith:2022:TKP44RTP7G3ZQ2A7VCB5AKKKDQ

not attested not anchored not stored refs pending

Transformer-based conditional generative adversarial network for multivariate time series generation

Abdellah Madane, Florent Forest, Hanane Azzag, Jerome Lacaille, Mohamed-djallel Dilmi, Mustapha Lebbah

arxiv:2210.02089 v1 · 2022-10-05 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TKP44RTP7G3ZQ2A7VCB5AKKKDQ}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T05:03:43.141671Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a9fce466ff9b798681fa883d0294a1c1af461babbc3c23caa4ec7962d5b88e2

Aliases

arxiv: 2210.02089 · arxiv_version: 2210.02089v1 · doi: 10.48550/arxiv.2210.02089 · pith_short_12: TKP44RTP7G3Z · pith_short_16: TKP44RTP7G3ZQ2A7 · pith_short_8: TKP44RTP

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/TKP44RTP7G3ZQ2A7VCB5AKKKDQ \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 9a9fce466ff9b798681fa883d0294a1c1af461babbc3c23caa4ec7962d5b88e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a49920b658d39e6c6aab42edf17f439a85debe7c1d9d9be45dd4624791b5027",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-05T08:29:33Z",
    "title_canon_sha256": "f749215df9ef314f642df26c944483388a6ea34df7b361676dd5240bd5dae540"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.02089",
    "kind": "arxiv",
    "version": 1
  }
}